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Logic-Based Outer-Approximation and Benders Decomposition Algorithms for the Synthesis of Process Networks

Authors: Metin Türkay; Ignacio E. Grossmann;

Logic-Based Outer-Approximation and Benders Decomposition Algorithms for the Synthesis of Process Networks

Abstract

In this paper the MINLP problem for the optimal synthesis of process networks is modeled as a discrete optimization problem involving logic disjunctions with nonlinear equations and pure logic relations. The logic disjunctions allow the conditional modeling of equations. The outer approximation algorithm is used as a basis to derive a logic-based OA solution method which naturally gives rise to NLP subproblems that avoid zero flows and a disjunctive LP master problem. The NLP subproblems are selected through a set covering problem for which we consider both the cases of disjunctive and conjunctive normal form logic. The master problem, on the other hand, is converted to mixed-integer form using a convex-hull representation. Furthermore, based on some interesting relations of outer-approximation with Generalized Benders Decomposition it is also shown that it is possible to derive a logic-based method for the latter algorithm. The performance of the proposed algorithms illustrated with two process network problems.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
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